Productivity tool (Copilot in Excel) gives inaccurate, destructive advice without asking for clarification.

Copilot in Excel does not seek clarification before executing commands, leading to potential data loss.

Severity

3Medium

Willingness to Pay

none

Added

May 21, 2026

Workarounds Described

manually double-checking prompts before execution
avoiding use of AI assistant for critical tasks

Implied Software Gaps

AI assistant with pre-execution confirmation prompts to prevent unintended changes

App Concept

ClarifyFirst AI

An AI assistant that always asks clarifying questions before performing destructive actions. It integrates with productivity tools to ensure user intent is understood, preventing accidental data loss.

Key Features

Pre-execution clarification prompts for destructive actions
Undo/rollback capability for mistaken commands
Context-aware suggestions that require user confirmation
Customizable confirmation thresholds per user or task

Target Users: Office workers and professionals using AI assistants in productivity software like Excel, across all industries and company sizes.

Revenue Model: $5/mo per user SaaS subscription, freemium with limited queries

Existing Solutions Mentioned

ExcelCopilot

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